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feat: add DeepSeek V4 L2 KV cache offload and perf optimize.#620

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SimonCqk wants to merge 7 commits into
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SimonCqk:feat/ds-v4-l2-offload
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feat: add DeepSeek V4 L2 KV cache offload and perf optimize.#620
SimonCqk wants to merge 7 commits into
lightseekorg:mainfrom
SimonCqk:feat/ds-v4-l2-offload

fix: harden DeepSeek V4 L2 offload lifecycle and hot paths

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succeeded Jul 13, 2026 in 10s